How AI sees it: invisible · preview · 40 critical issues blocking AI agents.
AISO fixBuild cited-by signals: domain authority (OpenPageRank), placements on high-DR publications (TechCrunch, ProductHunt, etc), patent/news mentions. Authority is the #1 driver of LLM citations.
AISO fixPublish Organization JSON-LD with name + url + sameAs for entity association.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixReturns HTTP 404. Update or remove this link.
AISO fixMaintain readable structure + recency: clear headings/lists for chunkability, recent updated-at dates, no stale fact decay, answer-extractable formatting (Q→A, def→explanation).
AISO fixCite at least one .edu/.gov, Wikipedia, IETF/W3C spec, or tier-1 publication near your flagship claims.
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixUse a BCP-47 code: 2-3 lowercase letters, optional region as `-XX` uppercase (e.g. `en`, `en-US`, `pt-BR`), or `x-default`.
AISO fixMake WHO you are unambiguous: Organization JSON-LD with sameAs links, agent-discovery files (llms.txt + .well-known manifests), structured contact + offer data so delegate agents can transact.
AISO fixAdd headings like '<Product> vs <Competitor>' to comparison content
AISO fixPublish /llms.txt at the site root with '# <Project>' + a short summary + H2 sections linking to canonical doc URLs.
AISO fixPublish a privacy policy at /privacy. Legal requirement in many jurisdictions; also a strong E-E-A-T trust signal.
AISO fixDeclare a PotentialAction (e.g., BuyAction, BookAction, OrderAction) with target endpoint + input schema so delegate agents know how to invoke the transaction.
AISO fixExpose a public API reference or OpenAPI document at /docs/api, /openapi.json, or an equivalent developer URL so agents can understand callable surfaces.
AISO fixAdd h2-headed sections with 134-167 words of factual content each. Empty marketing pages give LLMs nothing to cite.
AISO fixAdd a /best-X-alternatives or /you-vs-competitor page
AISO fixAdd a TL;DR sentence or '<Brand> is a <category> that …' lead at the top
AISO fixOpen the homepage with '<Brand> is a <category> that <differentiator>' — this is the single biggest lever for AI citability.
AISO fixAdd a FAQ block with ≥5 question/answer pairs using <details>/<summary> or <h3>+<p> patterns. Also mark it up with FAQPage JSON-LD.
AISO fixAdd FAQPage schema with 5-10 high-frequency questions for AI-search retrieval.
AISO fixAdd an HTML <table> with <th>feature</th>/<th>price</th> columns
AISO fixMention the brand at least once like "Play is a [category] for [audience]" for clean LLM resolution.
AISO fixAdd a glossary page with 5+ defined terms
AISO fixPublish Organization JSON-LD with name + url + sameAs for entity association.
AISO fixAdd Pros/Cons sections to comparison and review pages
AISO fixAdd an explicit '<h2>FAQ</h2>' or 'Frequently Asked Questions' section with at least 3 items.
AISO fixAdd Review and/or AggregateRating JSON-LD with reviewer + ratingValue + datePublished. LLMs cite review summaries when ranking peers in comparison answers.
AISO fixscript-src 'self'; default-src 'self';
AISO fixAdd <script type='application/ld+json'> with @type:Organization including name, url, logo, and sameAs (≥3 social profiles).
AISO fixIncrease the sampled-page count to evaluate internal connectivity
AISO fixBold key statistics, definitions, and claims so AI can cite them
AISO fixUse numbered and bullet lists to expose key facts
AISO fixUse bold-term definition patterns: '**Term** is ...' across pages
AISO fixWrap term/definition pairs in <dl><dt>term</dt><dd>def</dd></dl> markup
AISO fixEvery % / 'X customers' / stat deserves an inline citation link to the origin study or publication.
AISO fixUpdate any `src="http://…"` or `href="http://…"` resource references on this HTTPS page to use `https://` (or protocol-relative `//`). Modern browsers block active mixed content and show warnings for passive mixed content.
AISO fixPrioritize: Frequently Asked Questions about AI Agent Tooling; AI Agent Tooling Glossary: Key Terms Explained.
AISO fixAdd `alt="..."` to every <img>. Use `alt=""` for purely decorative images. Missing alt is a baseline accessibility + AI-indexing failure.
AISO fixExpand to ≥500 words organized under h2 subheadings (Mission, Team, History, Credentials).
AISO fixbridge fetch failed: fetch failed
AISO fixbridge fetch failed: fetch failed
AISO fixEnsure all page content is contained by landmarks See https://dequeuniversity.com/rules/axe/4.11/region?application=axeAPI
AISO fixframe-ancestors 'none'; (or 'self' if same-origin embedding is needed)
AISO fixSend `Referrer-Policy: strict-origin-when-cross-origin` to balance analytics utility with privacy. Without it browsers fall back to a permissive default that leaks full URLs across origins.
AISO fixAdd /.well-known/ai.txt with your AI/agent policy in RFC9116-style key:value lines or short markdown.
AISO fixPublish an About page listing founders, team, and credentials. AI engines heavily weight provenance.
AISO fixPublish /ai/summary.json with name, description, founded, services[], contact, and brand_assets so agents skip HTML scraping.
AISO fixPublish terms of service at /terms or /terms-of-service. Standard trust signal.
AISO fixAdd an `audience` property (or Audience node) to your Organization/Service JSON-LD with `audienceType` (e.g. 'Developers', 'Marketers'). LLMs answering 'who is X for?' use this directly.
AISO fixAdd a 2–4 sentence paragraph immediately after the H1 summarising what the product is and who it serves.
AISO fixPublish /llms.txt and, when relevant, a .well-known agent/plugin manifest that points agents at docs, APIs, MCP endpoints, and support policies.
AISO fixDocument the skills, actions, tools, or capabilities agents can use. Include names, input schemas, output shapes, auth requirements, and whether each action is read-only or writes data.
AISO fixPublish an AGENTS.md at your repo or web root listing the skills, conventions, and tools agents should use when working with your codebase or service.
AISO fixOpen with 'We are ...' / 'Our mission is ...' / 'This is ...' — AI models need explicit entity framing.
AISO fixAdd a ContactPoint node with telephone or email, ideally including contactType. Agents fall back to noisy prose extraction without this.
AISO fixPublish at least one of /editorial-standards, /editorial-policy, /fact-checking, /corrections. LLM rankers down-weight content from sources without explicit editorial transparency.
AISO fixAdd <time datetime='YYYY-MM-DD'>Updated ...</time> or article:modified_time meta, or expose dateModified in Article JSON-LD.
AISO fixPublish an MCP endpoint or setup guide, then link it from the homepage or llms.txt. Agents should be able to discover tool access without reading human-only docs.
AISO fixConcrete claims (percentages, customer counts, dates, comparative superlatives) drive trust + LLM citation likelihood. Add specific stats with sources.
AISO fixAdd a PostalAddress node (or address property on Organization) with addressLocality + addressRegion/Country so delegate agents can geo-resolve the business.
AISO fixRestructure paragraphs to 30-120 words each. RAG retrievers favour self-contained spans of this size.
AISO fixRemove agent-hostile signals: prompt-injection patterns, broken links, deceptive cloaking, robots conflicts. Agents discount hosts that look unsafe to act on.
AISO fixFix crawl access first: ensure 200 OK on homepage + sitemap, valid JSON-LD, llms.txt published, SSR-rendered content, and a non-blocking CSP. Without this layer agents can't read the site.
AISO fixAim for 3-11 words of context-bearing description per non-decorative image.
AISO fixAdd explicit entity surfaces: about or company page, team or founder page, pricing page, docs or API page.
AISO fixImprove the underlying dimensions that drive chatgpt citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixImprove the underlying dimensions that drive claude citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixdefault-src 'self';
AISO fixImprove the underlying dimensions that drive google_ai citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixAdd `includeSubDomains` to the HSTS directive so subdomains inherit HTTPS-only behaviour.
AISO fixAdd `preload` to the HSTS directive and submit the domain to https://hstspreload.org/ to ship hard-coded HSTS to all major browsers.
AISO fixAdd ItemList JSON-LD schema to comparison pages
AISO fixUse the same capitalised terminology in H2/H3 headings across pages
AISO fixOptional: publish /.well-known/agent.json (A2A or MCP manifest) so agent runtimes can discover capabilities.
AISO fixPublish /ai/faq.json as { faqs: [{ question, answer, source_url }] } so agents can cite your answers verbatim.
AISO fixPublish /ai/service.json as a schema.org Service object describing what you sell, area served, and provider.
AISO fixAdd author / contributor profile pages and link them from the homepage (e.g. <a href="/author/jane">). LLMs use these to ground claims to a named expert.
AISO fixAdd CLI install/use docs when your product can be operated from CI, terminals, or coding agents. Include copy-paste commands and JSON output examples.
AISO fixDocument auth, API keys/OAuth, rate limits, webhooks, SDKs, sandbox/test mode, and status-page behavior so agents can call tools safely.
AISO fixIf your business has operating hours, declare openingHoursSpecification so agents only attempt transactions during open windows.
AISO fixDeclare paymentAccepted on your Offer/Service so payment-capable agents can confirm method compatibility before initiating a transaction.
AISO fixIf the service supports temporary agent visits, publish a Portal manifest at /portal with tool metadata and a call endpoint, then link it from docs and llms.txt.
AISO fixAdd `serviceType` (e.g. 'AI search optimization') or `suitableForBusinessFunction` to your Service/Product node so LLMs categorise the offering correctly.
AISO fixAdd links to Wikipedia, LinkedIn company page, YouTube channel, or GitHub org so AI engines can cross-reference authority.
AISO fixIf the site supports browser-native agent access, publish a WebMCP endpoint or discovery document and link it from developer docs and llms.txt.
AISO fixIf you intend to expose agentic surfaces, publish a WebMCP manifest at `/.well-known/webmcp.json` with version + entrypoint + tools list.
AISO fixIf paid agent/API access is supported, document x402 payment flow, supported networks/tokens, payment headers, and facilitator behavior.
AISO fixConfigure TINYFISH_API_KEY and BRAVE_SEARCH_API_KEY to cross-check rendered fetchability and search-index visibility.
AISO fixAdd 'founder': [{ @type: Person, name: ... }] to the Organization schema.
AISO fixWe will retry on the next scan. No action needed on your side.
AISO fixImprove the underlying dimensions that drive perplexity citations: crawlability, structure, schema, freshness, entity clarity, and trust.
AISO fixAdd a `jobTitle` field to the Person JSON-LD (e.g. 'CEO', 'Chief Editor', 'Senior Reporter'). `name` alone is insufficient for authorship credibility.
AISO fixreport-to csp-endpoint; (and configure a Reporting-Endpoints header)
AISO fixProvide business_name + area in ScanContext.agntBridge so the bridge can call this lane.
AISO fixTry rescanning after the cache expires, or check SHERLOCK_API_KEY validity in server logs.
AISO fixProvide social_links in ScanContext.agntBridge so the bridge can call this lane.
AISO fixRun Template Audit, Full Site, or Deep Investigation mode to compare key templates across the site.
AISO fixupgrade-insecure-requests;
AISO fixPages about prices, versions, launches, or changing data should expose a clear last-updated date and refresh cadence.
AISO fixAdd page-family schema for Product, Offer, BreadcrumbList. Strong JSON-LD should match the page type, not just include generic Organization markup.
Deterministic extraction from stored page context: identity, offers, actions, files, trust, and evidence.
No grounded description found.
No structured offer or price evidence found.
No booking, buying, contact, quote, or API path found.
No llms.txt, agents.json, mcp.json, x402.json, profile.json, or offers.json found.
Agents need a stable name, category, and short description before they can explain the page.
Agents cannot recommend, compare, or transact without a grounded offer or price.
Agents need explicit next actions instead of guessing how to engage.
Files such as llms.txt, agents.json, mcp.json, profile.json, and offers.json make the site directly readable.
Paste these into the public agent files your site is missing, then rescan.
# play.google.com
> Public profile for agent-readable discovery.
Canonical: https://play.google.com/store/apps/details?id=com.ldlywt.note
Agent-readable schema: aios.agent_readable.v1
## Offers
- Add structured offers.
## Actions
- Add book, buy, quote, contact, or API actions.{
"schema": "aios.agent_readable.v1",
"name": "play.google.com",
"url": "https://play.google.com/store/apps/details?id=com.ldlywt.note",
"description": "Public profile for agent-readable discovery.",
"offers": [],
"actions": [],
"evidence": []
}{
"schema": "aios.mcp_manifest.v1",
"name": "play.google.com",
"profile_url": "https://play.google.com/store/apps/details?id=com.ldlywt.note",
"tools": [
{
"name": "ask_profile",
"description": "Answer questions using grounded public profile context."
},
{
"name": "get_offers",
"description": "Return structured offers with prices, URLs, and evidence."
},
{
"name": "start_action",
"description": "Open the best booking, buying, quote, contact, or API action."
}
]
}Every check rolls up into covered, not captured, or planned-only. Click-through rows below stay tied to stored signals only.
AISO maps llms.txt and WebMCP overlap with Chrome Lighthouse's experimental agentic audits. This is an overlap map, not a Lighthouse pass/fail claim.
Web3 surfaces, Solidity and Rust audit, content quality, and site-wide context intelligence ship via the AISO Web Context Engine plus planned TOOLBOX code-audit workers. Cards below show what each module checks; metrics populate once the context-shard dispatch is enabled for your tier.
Wallet-connect, contract addresses, x402 endpoint health, ENS, chain metadata, exposed ABI and token metadata.
Context Engine - scrape regex + actionsFlesch-Kincaid readability, AI-readability, thin pages, duplicate content, keyword stuffing and original-research density.
Context Engine - scrape + researchSitemap coverage %, scrape markdown quality, crawl-discovered pages, entity knowledge-graph presence, research-synthesized authority and wire-extractor results.
Context Engine - scrape + map + crawl + researchAgent readiness is discovery, metadata, proof, offers, actions, protocols, and safe access together.
Sequential. Most of it auto-generates when you install Agent Link; the scanner verifies the result on the next pass.
The preview above stays visible. The detailed scanner rows, provider evidence, PDF export, and long copy-paste repair prompt are behind a one-time Stripe checkout. Referral attribution is preserved through the signed AISO referral cookie when present.
The detail rows, provider evidence, repair prompt and PDF export are behind a one-time unlock. The preview cards above stay visible.